starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
qwen3.8:27b-q8_0
OLLAMA GGUFqwen35 · 27.3B · Q8_0
Aug 22, 2026 · AMD EPYC 7713 64-Core Processor
Global Score
35 vs 89
Hardware Fit
100 vs 88
Quality Score
7 vs 89
Hardware
starcoder2:3b qwen3.8:27b-q8_0
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperDell Inc. PowerEdge XE8545
CPUCortex-A78AEAMD EPYC 7713 64-Core Processor
Cores6128
RAM7 GB1007 GB
GPUIntegrated / UnknownGA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB], Integrated Matrox G200eW3 Graphics Controller, GA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB]
OSUbuntu 22.04.5 LTSRocky Linux 8.10
Archarm64x64
Power Modebalancedunknown
Performance
starcoder2:3b qwen3.8:27b-q8_0
Tokens/sec31.539.9
First chunk392 ms192 ms
TTFT392 ms192 ms
Load time4.8 s19.0 s
Memory usage1.8 GB51.0 GB
Memory %24%5%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
qwen3.8:27b-q8_0
Speed
38/50
TTFT
20/20
Memory
30/30
Quality
starcoder2:3b
Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
qwen3.8:27b-q8_0
Reasoning
18/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest